Calculations and charts - Italian provinces (by region) - COVID-19 Epidemic
Marcelo Eduardo Redoschi
Tue 12 May 2020 01:30:19 CEST
Based on the Protezione Civile Dataset and adjusted for the ISTAT (National Statistics Institute) regional and provincial nomenclature
Source: dpc-covid19-ita-province.csv, own calculations
Province trends observed on 2020-05-11
## daily_growth per_capita trend total_cases
## Min. :0.0000 Min. : 0.28 Min. :-2.5200 Min. : 57
## 1st Qu.:0.0000 1st Qu.: 0.96 1st Qu.:-0.2000 1st Qu.: 421
## Median :0.1800 Median : 2.14 Median :-0.0800 Median : 993
## Mean :0.2908 Mean : 3.64 Mean :-0.1034 Mean : 2024
## 3rd Qu.:0.4050 3rd Qu.: 5.72 3rd Qu.: 0.0000 3rd Qu.: 2604
## Max. :4.4200 Max. :17.41 Max. : 1.0500 Max. :21490With an augmenting rate of increase in the number of cases
## province total_cases daily_growth trend per_capita
## 1 Sud Sardegna 97 2.11 1.05 0.28
## 2 Lecco 2536 2.01 0.83 7.52
## 3 Catania 1046 0.87 0.42 0.94
## 4 Rieti 333 0.60 0.40 2.14
## 5 Verbano-Cusio-Ossola 1093 1.11 0.40 6.90
## 6 Vercelli 1200 1.27 0.36 7.02
## 7 Benevento 190 0.53 0.35 0.69
## 8 Genova 5095 0.59 0.34 6.06
## 9 Catanzaro 211 0.48 0.32 0.59
## 10 Taranto 271 0.37 0.25 0.47
## 11 Ascoli Piceno 288 0.35 0.23 1.39
## 12 Modena 3823 0.61 0.22 5.42
## 13 Arezzo 665 0.45 0.20 1.94
## 14 Napoli 2536 0.44 0.14 0.82
## 15 Imperia 1429 0.85 0.14 6.68
## 16 Cagliari 245 0.41 0.14 0.57
## 17 Brescia 13620 0.52 0.12 10.76
## 18 Udine 970 0.21 0.10 1.83
## 19 Caserta 431 0.23 0.08 0.47
## 20 Bergamo 11791 0.43 0.08 10.58
## 21 Lecce 505 0.20 0.07 0.64
## 22 Foggia 1116 0.45 0.06 1.79
## 23 Trieste 1322 0.46 0.05 5.64
## 24 Padova 3900 0.13 0.03 4.16
## 25 Parma 3315 0.52 0.02 7.34
## 26 Piacenza 4375 0.32 0.01 15.24## daily_growth per_capita trend total_cases
## Min. :0.1300 Min. : 0.2800 Min. :0.0100 Min. : 97.0
## 1st Qu.:0.3800 1st Qu.: 0.7225 1st Qu.:0.0800 1st Qu.: 357.5
## Median :0.4700 Median : 2.0400 Median :0.1700 Median : 1104.5
## Mean :0.6354 Mean : 4.1492 Mean :0.2465 Mean : 2400.1
## 3rd Qu.:0.6075 3rd Qu.: 6.8450 3rd Qu.:0.3475 3rd Qu.: 3120.2
## Max. :2.1100 Max. :15.2400 Max. :1.0500 Max. :13620.0With a steady or declining rate of increase
## province total_cases daily_growth trend per_capita
## 1 L'Aquila 243 0.00 0.00 0.81
## 2 Matera 205 0.49 0.00 1.04
## 3 Cosenza 463 0.22 0.00 0.66
## 4 Crotone 118 0.00 0.00 0.67
## 5 Ravenna 999 0.20 0.00 2.57
## 6 Viterbo 409 0.25 0.00 1.29
## 7 Isernia 57 0.00 0.00 0.68
## 8 Nuoro 78 0.00 0.00 0.37
## 9 Caltanissetta 162 0.00 0.00 0.62
## 10 Enna 421 0.00 0.00 2.55
## 11 Ragusa 94 0.00 0.00 0.29
## 12 Trapani 139 0.00 0.00 0.32
## 13 Pisa 868 0.12 0.00 2.07
## 14 Prato 539 0.19 0.00 2.09
## 15 Siena 427 0.00 0.00 1.60
## 16 Perugia 993 0.00 0.00 1.51
## 17 Monza e della Brianza 5074 0.38 -0.01 5.81
## 18 Asti 1685 0.36 -0.02 7.85
## 19 Ferrara 977 0.21 -0.03 2.83
## 20 Cuneo 2646 0.19 -0.04 4.51
## 21 Teramo 644 0.00 -0.05 2.09
## 22 Rimini 2074 0.24 -0.05 6.12
## 23 Trento 4297 0.05 -0.05 7.94
## 24 Bolzano / Bozen 2572 0.12 -0.07 4.84
## 25 Varese 3196 0.44 -0.07 3.59
## 26 Fermo 455 0.00 -0.07 2.62
## 27 Firenze 3322 0.18 -0.08 3.28
## 28 Rovigo 433 0.23 -0.08 1.84
## 29 Milano 21490 0.53 -0.09 6.61
## 30 Terni 365 0.27 -0.09 1.62
## 31 Belluno 1148 0.00 -0.09 5.66
## 32 Pordenone 651 0.00 -0.10 2.08
## 33 Como 3504 0.23 -0.10 5.85
## 34 Torino 14560 0.46 -0.10 6.44
## 35 Valle d'Aosta / Vallée d'Aoste 1158 0.09 -0.12 9.21
## 36 Chieti 772 0.00 -0.13 2.00
## 37 Cremona 6250 0.03 -0.13 17.41
## 38 Alessandria 3732 0.05 -0.13 8.86
## 39 Massa-Carrara 1029 0.10 -0.13 5.28
## 40 Mantova 3251 0.00 -0.14 7.89
## 41 Salerno 667 0.00 -0.15 0.61
## 42 Reggio nell'Emilia 4849 0.06 -0.15 9.12
## 43 Roma 5250 0.40 -0.15 1.21
## 44 Pesaro e Urbino 2675 0.30 -0.15 7.45
## 45 Verona 4946 0.04 -0.16 5.34
## 46 Gorizia 195 0.00 -0.17 1.40
## 47 Frosinone 579 0.17 -0.17 1.18
## 48 Potenza 181 0.00 -0.18 0.50
## 49 Pavia 4801 0.50 -0.18 8.79
## 50 Barletta-Andria-Trani 381 0.00 -0.18 0.98
## 51 Lucca 1329 0.08 -0.18 3.43
## 52 Treviso 2609 0.08 -0.19 2.94
## 53 Venezia 2599 0.12 -0.19 3.05
## 54 Forlì-Cesena 1680 0.18 -0.20 4.26
## 55 Ancona 1837 0.00 -0.20 3.90
## 56 Pistoia 652 0.00 -0.21 2.23
## 57 Bologna 4784 0.23 -0.22 4.72
## 58 Sondrio 1288 0.08 -0.23 7.11
## 59 Sassari 866 0.00 -0.23 1.76
## 60 Palermo 544 0.55 -0.25 0.43
## 61 Livorno 535 0.00 -0.25 1.60
## 62 Latina 511 0.00 -0.26 0.89
## 63 Vicenza 2773 0.04 -0.27 3.22
## 64 Brindisi 605 0.00 -0.28 1.54
## 65 Novara 2481 0.24 -0.29 6.72
## 66 La Spezia 891 0.22 -0.30 4.06
## 67 Messina 557 0.00 -0.30 0.89
## 68 Pescara 1448 0.28 -0.31 4.54
## 69 Grosseto 421 0.00 -0.32 1.90
## 70 Reggio di Calabria 264 0.00 -0.38 0.48
## 71 Lodi 3277 0.18 -0.38 14.24
## 72 Biella 1015 0.00 -0.43 5.78
## 73 Vibo Valentia 76 0.00 -0.44 0.47
## 74 Macerata 1068 0.09 -0.44 3.40
## 75 Agrigento 137 0.00 -0.49 0.32
## 76 Savona 1413 0.21 -0.51 5.12
## 77 Siracusa 239 0.00 -0.56 0.60
## 78 Bari 1420 0.50 -0.68 1.13
## 79 Avellino 503 0.00 -1.15 1.20
## 80 Oristano 57 0.00 -1.20 0.36
## 81 Campobasso 307 4.42 -2.52 1.39## daily_growth per_capita trend total_cases
## Min. :0.0000 Min. : 0.290 Min. :-2.5200 Min. : 57
## 1st Qu.:0.0000 1st Qu.: 1.130 1st Qu.:-0.2500 1st Qu.: 421
## Median :0.0600 Median : 2.230 Median :-0.1500 Median : 891
## Mean :0.1802 Mean : 3.477 Mean :-0.2157 Mean : 1904
## 3rd Qu.:0.2200 3rd Qu.: 5.280 3rd Qu.:-0.0500 3rd Qu.: 2599
## Max. :4.4200 Max. :17.410 Max. : 0.0000 Max. :21490Trend is an approximation = (current_rate-cubic_rate)x100
Provinces per capita (expressed as per thousand people) ‰ rate.
## province total_cases per_capita pos
## Cremona 6250 17.41 1
## Piacenza 4375 15.24 2
## Lodi 3277 14.24 3
## Brescia 13620 10.76 4
## Bergamo 11791 10.58 5
## Valle d'Aosta / Vallée d'Aoste 1158 9.21 6
## Reggio nell'Emilia 4849 9.12 7
## Alessandria 3732 8.86 8
## Pavia 4801 8.79 9
## Trento 4297 7.94 10
## Mantova 3251 7.89 11
## Asti 1685 7.85 12
## Lecco 2536 7.52 13
## Pesaro e Urbino 2675 7.45 14
## Parma 3315 7.34 15
## Sondrio 1288 7.11 16
## Vercelli 1200 7.02 17
## Verbano-Cusio-Ossola 1093 6.90 18
## Novara 2481 6.72 19
## Imperia 1429 6.68 20
## Milano 21490 6.61 21
## Torino 14560 6.44 22
## Rimini 2074 6.12 23
## Genova 5095 6.06 24
## Como 3504 5.85 25
## Monza e della Brianza 5074 5.81 26
## Biella 1015 5.78 27
## Belluno 1148 5.66 28
## Trieste 1322 5.64 29
## Modena 3823 5.42 30
## Verona 4946 5.34 31
## Massa-Carrara 1029 5.28 32
## Savona 1413 5.12 33
## Bolzano / Bozen 2572 4.84 34
## Bologna 4784 4.72 35
## Pescara 1448 4.54 36
## Cuneo 2646 4.51 37
## Forlì-Cesena 1680 4.26 38
## Padova 3900 4.16 39
## La Spezia 891 4.06 40
## Ancona 1837 3.90 41
## Varese 3196 3.59 42
## Lucca 1329 3.43 43
## Macerata 1068 3.40 44
## Firenze 3322 3.28 45
## Vicenza 2773 3.22 46
## Venezia 2599 3.05 47
## Treviso 2609 2.94 48
## Ferrara 977 2.83 49
## Fermo 455 2.62 50
## Ravenna 999 2.57 51
## Enna 421 2.55 52
## Pistoia 652 2.23 53
## Rieti 333 2.14 54
## Prato 539 2.09 55
## Teramo 644 2.09 56
## Pordenone 651 2.08 57
## Pisa 868 2.07 58
## Chieti 772 2.00 59
## Arezzo 665 1.94 60
## Grosseto 421 1.90 61
## Rovigo 433 1.84 62
## Udine 970 1.83 63
## Foggia 1116 1.79 64
## Sassari 866 1.76 65
## Terni 365 1.62 66
## Siena 427 1.60 67
## Livorno 535 1.60 68
## Brindisi 605 1.54 69
## Perugia 993 1.51 70
## Gorizia 195 1.40 71
## Ascoli Piceno 288 1.39 72
## Campobasso 307 1.39 73
## Viterbo 409 1.29 74
## Roma 5250 1.21 75
## Avellino 503 1.20 76
## Frosinone 579 1.18 77
## Bari 1420 1.13 78
## Matera 205 1.04 79
## Barletta-Andria-Trani 381 0.98 80
## Catania 1046 0.94 81
## Messina 557 0.89 82
## Latina 511 0.89 83
## Napoli 2536 0.82 84
## L'Aquila 243 0.81 85
## Benevento 190 0.69 86
## Isernia 57 0.68 87
## Crotone 118 0.67 88
## Cosenza 463 0.66 89
## Lecce 505 0.64 90
## Caltanissetta 162 0.62 91
## Salerno 667 0.61 92
## Siracusa 239 0.60 93
## Catanzaro 211 0.59 94
## Cagliari 245 0.57 95
## Potenza 181 0.50 96
## Reggio di Calabria 264 0.48 97
## Vibo Valentia 76 0.47 98
## Taranto 271 0.47 99
## Caserta 431 0.47 100
## Palermo 544 0.43 101
## Nuoro 78 0.37 102
## Oristano 57 0.36 103
## Trapani 139 0.32 104
## Agrigento 137 0.32 105
## Ragusa 94 0.29 106
## Sud Sardegna 97 0.28 107Graphs - Total case progression - Provinces by region (for the most recent days observed)
## [1] "2020-05-11"
## province total_cases daily_growth three_day_rate per_capita
## Chieti 772 0.00 0.13 2.00
## L'Aquila 243 0.00 0.00 0.81
## Pescara 1448 0.28 0.58 4.54
## Teramo 644 0.00 0.05 2.09
## daily_growth three_day_rate total_cases per_capita
## Min. :0.00000 Min. :0.00000 Min. : 243.0 Min. :0.8126
## 1st Qu.:0.00000 1st Qu.:0.03886 1st Qu.: 543.8 1st Qu.:1.7048
## Median :0.00000 Median :0.09084 Median : 708.0 Median :2.0463
## Mean :0.06925 Mean :0.19098 Mean : 776.8 Mean :2.3615
## 3rd Qu.:0.06925 3rd Qu.:0.24296 3rd Qu.: 941.0 3rd Qu.:2.7030
## Max. :0.27701 Max. :0.58222 Max. :1448.0 Max. :4.5405
## [1] "2020-05-11"
## province total_cases daily_growth three_day_rate per_capita
## Matera 205 0.49 0.49 1.04
## Potenza 181 0.00 0.18 0.50
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.1848 Min. :181 Min. :0.4959
## 1st Qu.:0.1225 1st Qu.:0.2618 1st Qu.:187 1st Qu.:0.6309
## Median :0.2451 Median :0.3387 Median :193 Median :0.7659
## Mean :0.2451 Mean :0.3387 Mean :193 Mean :0.7659
## 3rd Qu.:0.3676 3rd Qu.:0.4157 3rd Qu.:199 3rd Qu.:0.9009
## Max. :0.4902 Max. :0.4926 Max. :205 Max. :1.0358
## [1] "2020-05-11"
## province total_cases daily_growth three_day_rate per_capita
## Catanzaro 211 0.48 0.16 0.59
## Cosenza 463 0.22 0.22 0.66
## Crotone 118 0.00 0.00 0.67
## Reggio di Calabria 264 0.00 0.38 0.48
## Vibo Valentia 76 0.00 0.44 0.47
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.0000 Min. : 76.0 Min. :0.4748
## 1st Qu.:0.0000 1st Qu.:0.1585 1st Qu.:118.0 1st Qu.:0.4817
## Median :0.0000 Median :0.2169 Median :211.0 Median :0.5889
## Mean :0.1385 Mean :0.2399 Mean :226.4 Mean :0.5752
## 3rd Qu.:0.2165 3rd Qu.:0.3817 3rd Qu.:264.0 3rd Qu.:0.6560
## Max. :0.4762 Max. :0.4425 Max. :463.0 Max. :0.6744
## [1] "2020-05-11"
## province total_cases daily_growth three_day_rate per_capita
## Avellino 503 0.00 1.15 1.20
## Benevento 190 0.53 0.18 0.69
## Caserta 431 0.23 0.16 0.47
## Napoli 2536 0.44 0.29 0.82
## Salerno 667 0.00 0.15 0.61
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.1504 Min. : 190.0 Min. :0.4670
## 1st Qu.:0.0000 1st Qu.:0.1552 1st Qu.: 431.0 1st Qu.:0.6072
## Median :0.2326 Median :0.1761 Median : 503.0 Median :0.6859
## Mean :0.2395 Mean :0.3850 Mean : 865.4 Mean :0.7569
## 3rd Qu.:0.4356 3rd Qu.:0.2909 3rd Qu.: 667.0 3rd Qu.:0.8221
## Max. :0.5291 Max. :1.1526 Max. :2536.0 Max. :1.2025
## [1] "2020-05-11"
## province total_cases daily_growth three_day_rate per_capita
## Bologna 4784 0.23 0.45 4.72
## Ferrara 977 0.21 0.24 2.83
## Forlì-Cesena 1680 0.18 0.38 4.26
## Modena 3823 0.61 0.39 5.42
## Parma 3315 0.52 0.50 7.34
## Piacenza 4375 0.32 0.31 15.24
## Ravenna 999 0.20 0.20 2.57
## Reggio nell'Emilia 4849 0.06 0.21 9.12
## Rimini 2074 0.24 0.29 6.12
## daily_growth three_day_rate total_cases per_capita
## Min. :0.06191 Min. :0.2010 Min. : 977 Min. : 2.565
## 1st Qu.:0.20060 1st Qu.:0.2400 1st Qu.:1680 1st Qu.: 4.257
## Median :0.23046 Median :0.3143 Median :3315 Median : 5.420
## Mean :0.28449 Mean :0.3297 Mean :2986 Mean : 6.399
## 3rd Qu.:0.32103 3rd Qu.:0.3866 3rd Qu.:4375 3rd Qu.: 7.340
## Max. :0.60526 Max. :0.4976 Max. :4849 Max. :15.236
## [1] "2020-05-11"
## province total_cases daily_growth three_day_rate per_capita
## Gorizia 195 0.00 0.17 1.40
## Pordenone 651 0.00 0.10 2.08
## Trieste 1322 0.46 0.41 5.64
## Udine 970 0.21 0.10 1.83
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.1026 Min. : 195.0 Min. :1.399
## 1st Qu.:0.0000 1st Qu.:0.1031 1st Qu.: 537.0 1st Qu.:1.725
## Median :0.1033 Median :0.1374 Median : 810.5 Median :1.959
## Mean :0.1656 Mean :0.1960 Mean : 784.5 Mean :2.738
## 3rd Qu.:0.2689 3rd Qu.:0.2303 3rd Qu.:1058.0 3rd Qu.:2.972
## Max. :0.4559 Max. :0.4067 Max. :1322.0 Max. :5.638
## [1] "2020-05-11"
## province total_cases daily_growth three_day_rate per_capita
## Frosinone 579 0.17 0.35 1.18
## Latina 511 0.00 0.26 0.89
## Rieti 333 0.60 0.20 2.14
## Roma 5250 0.40 0.55 1.21
## Viterbo 409 0.25 0.25 1.29
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.2010 Min. : 333 Min. :0.8883
## 1st Qu.:0.1730 1st Qu.:0.2457 1st Qu.: 409 1st Qu.:1.1838
## Median :0.2451 Median :0.2623 Median : 511 Median :1.2091
## Mean :0.2848 Mean :0.3218 Mean :1416 Mean :1.3425
## 3rd Qu.:0.4016 3rd Qu.:0.3478 3rd Qu.: 579 3rd Qu.:1.2901
## Max. :0.6042 Max. :0.5521 Max. :5250 Max. :2.1414
## [1] "2020-05-11"
## province total_cases daily_growth three_day_rate per_capita
## Genova 5095 0.59 0.26 6.06
## Imperia 1429 0.85 0.71 6.68
## La Spezia 891 0.22 0.53 4.06
## Savona 1413 0.21 0.72 5.12
## daily_growth three_day_rate total_cases per_capita
## Min. :0.2128 Min. :0.2565 Min. : 891 Min. :4.058
## 1st Qu.:0.2219 1st Qu.:0.4611 1st Qu.:1282 1st Qu.:4.853
## Median :0.4086 Median :0.6195 Median :1421 Median :5.588
## Mean :0.4692 Mean :0.5534 Mean :2207 Mean :5.479
## 3rd Qu.:0.6559 3rd Qu.:0.7118 3rd Qu.:2346 3rd Qu.:6.213
## Max. :0.8469 Max. :0.7179 Max. :5095 Max. :6.683
## [1] "2020-05-11"
## province total_cases daily_growth three_day_rate per_capita
## Bergamo 11791 0.43 0.34 10.58
## Brescia 13620 0.52 0.39 10.76
## Como 3504 0.23 0.33 5.85
## Cremona 6250 0.03 0.17 17.41
## Lecco 2536 2.01 1.18 7.52
## Lodi 3277 0.18 0.57 14.24
## Mantova 3251 0.00 0.14 7.89
## Milano 21490 0.53 0.62 6.61
## Monza e della Brianza 5074 0.38 0.39 5.81
## Pavia 4801 0.50 0.68 8.79
## Sondrio 1288 0.08 0.31 7.11
## Varese 3196 0.44 0.51 3.59
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.1440 Min. : 1288 Min. : 3.588
## 1st Qu.:0.1570 1st Qu.:0.3223 1st Qu.: 3237 1st Qu.: 6.421
## Median :0.4009 Median :0.3927 Median : 4152 Median : 7.701
## Mean :0.4439 Mean :0.4696 Mean : 6673 Mean : 8.846
## 3rd Qu.:0.5060 3rd Qu.:0.5798 3rd Qu.: 7635 3rd Qu.:10.624
## Max. :2.0113 Max. :1.1842 Max. :21490 Max. :17.412
## [1] "2020-05-11"
## province total_cases daily_growth three_day_rate per_capita
## Ancona 1837 0.00 0.20 3.90
## Ascoli Piceno 288 0.35 0.12 1.39
## Fermo 455 0.00 0.07 2.62
## Macerata 1068 0.09 0.54 3.40
## Pesaro e Urbino 2675 0.30 0.45 7.45
## daily_growth three_day_rate total_cases per_capita
## Min. :0.00000 Min. :0.07337 Min. : 288 Min. :1.390
## 1st Qu.:0.00000 1st Qu.:0.11601 1st Qu.: 455 1st Qu.:2.618
## Median :0.09372 Median :0.20040 Median :1068 Median :3.399
## Mean :0.14842 Mean :0.27575 Mean :1265 Mean :3.752
## 3rd Qu.:0.29996 3rd Qu.:0.45267 3rd Qu.:1837 3rd Qu.:3.898
## Max. :0.34843 Max. :0.53629 Max. :2675 Max. :7.454
## [1] "2020-05-11"
## province total_cases daily_growth three_day_rate per_capita
## Campobasso 307 4.42 6.94 1.39
## Isernia 57 0.00 0.00 0.68
## daily_growth three_day_rate total_cases per_capita
## Min. :0.000 Min. :0.000 Min. : 57.0 Min. :0.6755
## 1st Qu.:1.105 1st Qu.:1.736 1st Qu.:119.5 1st Qu.:0.8536
## Median :2.211 Median :3.472 Median :182.0 Median :1.0316
## Mean :2.211 Mean :3.472 Mean :182.0 Mean :1.0316
## 3rd Qu.:3.316 3rd Qu.:5.208 3rd Qu.:244.5 3rd Qu.:1.2096
## Max. :4.422 Max. :6.944 Max. :307.0 Max. :1.3876
## [1] "2020-05-11"
## province total_cases daily_growth three_day_rate per_capita
## Alessandria 3732 0.05 0.18 8.86
## Asti 1685 0.36 0.38 7.85
## Biella 1015 0.00 0.43 5.78
## Cuneo 2646 0.19 0.23 4.51
## Novara 2481 0.24 0.53 6.72
## Torino 14560 0.46 0.56 6.44
## Verbano-Cusio-Ossola 1093 1.11 0.71 6.90
## Vercelli 1200 1.27 0.91 7.02
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.1793 Min. : 1015 Min. :4.507
## 1st Qu.:0.1554 1st Qu.:0.3410 1st Qu.: 1173 1st Qu.:6.278
## Median :0.2999 Median :0.4801 Median : 2083 Median :6.813
## Mean :0.4592 Mean :0.4897 Mean : 3552 Mean :6.761
## 3rd Qu.:0.6190 3rd Qu.:0.5945 3rd Qu.: 2918 3rd Qu.:7.229
## Max. :1.2658 Max. :0.9050 Max. :14560 Max. :8.859
## [1] "2020-05-11"
## province total_cases daily_growth three_day_rate per_capita
## Bari 1420 0.50 1.18 1.13
## Barletta-Andria-Trani 381 0.00 0.18 0.98
## Brindisi 605 0.00 0.28 1.54
## Foggia 1116 0.45 0.39 1.79
## Lecce 505 0.20 0.13 0.64
## Taranto 271 0.37 0.12 0.47
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.1233 Min. : 271.0 Min. :0.4699
## 1st Qu.:0.0496 1st Qu.:0.1432 1st Qu.: 412.0 1st Qu.:0.7206
## Median :0.2844 Median :0.2263 Median : 555.0 Median :1.0555
## Mean :0.2524 Mean :0.3795 Mean : 716.3 Mean :1.0915
## 3rd Qu.:0.4301 3rd Qu.:0.3628 3rd Qu.: 988.2 3rd Qu.:1.4382
## Max. :0.4954 Max. :1.1774 Max. :1420.0 Max. :1.7937
## [1] "2020-05-11"
## province total_cases daily_growth three_day_rate per_capita
## Cagliari 245 0.41 0.27 0.57
## Nuoro 78 0.00 0.00 0.37
## Oristano 57 0.00 1.20 0.36
## Sassari 866 0.00 0.23 1.76
## Sud Sardegna 97 2.11 1.05 0.28
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.0000 Min. : 57.0 Min. :0.2766
## 1st Qu.:0.0000 1st Qu.:0.2320 1st Qu.: 78.0 1st Qu.:0.3614
## Median :0.0000 Median :0.2736 Median : 97.0 Median :0.3740
## Mean :0.5030 Mean :0.5512 Mean :268.6 Mean :0.6684
## 3rd Qu.:0.4098 3rd Qu.:1.0527 3rd Qu.:245.0 3rd Qu.:0.5684
## Max. :2.1053 Max. :1.1977 Max. :866.0 Max. :1.7617
## [1] "2020-05-11"
## province total_cases daily_growth three_day_rate per_capita
## Agrigento 137 0.00 0.49 0.32
## Caltanissetta 162 0.00 0.00 0.62
## Catania 1046 0.87 0.45 0.94
## Enna 421 0.00 0.00 2.55
## Messina 557 0.00 0.30 0.89
## Palermo 544 0.55 0.81 0.43
## Ragusa 94 0.00 0.00 0.29
## Siracusa 239 0.00 0.56 0.60
## Trapani 139 0.00 0.00 0.32
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.0000 Min. : 94 Min. :0.2929
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.: 139 1st Qu.:0.3229
## Median :0.0000 Median :0.3010 Median : 239 Median :0.5987
## Mean :0.1580 Mean :0.2907 Mean : 371 Mean :0.7743
## 3rd Qu.:0.0000 3rd Qu.:0.4914 3rd Qu.: 544 3rd Qu.:0.8885
## Max. :0.8679 Max. :0.8095 Max. :1046 Max. :2.5548
## [1] "2020-05-11"
## province total_cases daily_growth three_day_rate per_capita
## Arezzo 665 0.45 0.25 1.94
## Firenze 3322 0.18 0.26 3.28
## Grosseto 421 0.00 0.32 1.90
## Livorno 535 0.00 0.25 1.60
## Lucca 1329 0.08 0.25 3.43
## Massa-Carrara 1029 0.10 0.23 5.28
## Pisa 868 0.12 0.12 2.07
## Pistoia 652 0.00 0.21 2.23
## Prato 539 0.19 0.19 2.09
## Siena 427 0.00 0.00 1.60
## daily_growth three_day_rate total_cases per_capita
## Min. :0.00000 Min. :0.0000 Min. : 421.0 Min. :1.598
## 1st Qu.:0.00000 1st Qu.:0.1910 1st Qu.: 536.0 1st Qu.:1.910
## Median :0.08629 Median :0.2391 Median : 658.5 Median :2.081
## Mean :0.11079 Mean :0.2070 Mean : 978.7 Mean :2.542
## 3rd Qu.:0.16454 3rd Qu.:0.2520 3rd Qu.: 988.8 3rd Qu.:3.021
## Max. :0.45317 Max. :0.3187 Max. :3322.0 Max. :5.280
## [1] "2020-05-11"
## province total_cases daily_growth three_day_rate per_capita
## Bolzano / Bozen 2572 0.12 0.18 4.84
## Trento 4297 0.05 0.09 7.94
## daily_growth three_day_rate total_cases per_capita
## Min. :0.04657 Min. :0.09326 Min. :2572 Min. :4.842
## 1st Qu.:0.06412 1st Qu.:0.11547 1st Qu.:3003 1st Qu.:5.617
## Median :0.08167 Median :0.13768 Median :3434 Median :6.392
## Mean :0.08167 Mean :0.13768 Mean :3434 Mean :6.392
## 3rd Qu.:0.09922 3rd Qu.:0.15989 3rd Qu.:3866 3rd Qu.:7.166
## Max. :0.11678 Max. :0.18210 Max. :4297 Max. :7.941
## [1] "2020-05-11"
## province total_cases daily_growth three_day_rate per_capita
## Perugia 993 0.00 0.00 1.51
## Terni 365 0.27 0.37 1.62
## daily_growth three_day_rate total_cases per_capita
## Min. :0.00000 Min. :0.000 Min. :365 Min. :1.513
## 1st Qu.:0.06868 1st Qu.:0.092 1st Qu.:522 1st Qu.:1.539
## Median :0.13736 Median :0.184 Median :679 Median :1.565
## Mean :0.13736 Mean :0.184 Mean :679 Mean :1.565
## 3rd Qu.:0.20604 3rd Qu.:0.276 3rd Qu.:836 3rd Qu.:1.591
## Max. :0.27473 Max. :0.368 Max. :993 Max. :1.618
## [1] "2020-05-11"
## province total_cases daily_growth three_day_rate
## Valle d'Aosta / Vallée d'Aoste 1158 0.09 0.2
## per_capita
## 9.21
## [1] "2020-05-11"
## province total_cases daily_growth three_day_rate per_capita
## Belluno 1148 0.00 0.09 5.66
## Padova 3900 0.13 0.09 4.16
## Rovigo 433 0.23 0.31 1.84
## Treviso 2609 0.08 0.27 2.94
## Venezia 2599 0.12 0.31 3.05
## Verona 4946 0.04 0.20 5.34
## Vicenza 2773 0.04 0.30 3.22
## daily_growth three_day_rate total_cases per_capita
## Min. :0.00000 Min. :0.08726 Min. : 433 Min. :1.843
## 1st Qu.:0.03826 1st Qu.:0.14520 1st Qu.:1874 1st Qu.:2.992
## Median :0.07672 Median :0.26975 Median :2609 Median :3.215
## Mean :0.08981 Mean :0.22419 Mean :2630 Mean :3.742
## 3rd Qu.:0.12197 3rd Qu.:0.30603 3rd Qu.:3336 3rd Qu.:4.748
## Max. :0.23148 Max. :0.30984 Max. :4946 Max. :5.657
